Exploratory Analysis Report (50% Sample)

Dataset statistics

Number of variables	12
Number of observations	2362342
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	234.3 MiB
Average record size in memory	104.0 B

Variable types

Text	7
Categorical	2
DateTime	1
Numeric	2

Alerts

review_id has unique values Unique

Reproduction

Analysis started	2024-10-09 03:30:23.857322
Analysis finished	2024-10-09 03:38:00.728191
Duration	7 minutes and 36.87 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

review_id
Text

UNIQUE

Distinct	2362342
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	51971524
Distinct characters	64
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2362342 ?
Unique (%)	100.0%

Sample

1st row	OQPeCnCIkeHIM_UI3oDFFQ
2nd row	cOc39ZC2AQGaGJyNfKRqPw
3rd row	QtzBWykt6W4bGl0MfjhAHQ
4th row	ilodZfmS25rOMoX84nENBg
5th row	Zd7fBocxfnD8ANd6dUEx8w

Value	Count	Frequency (%)
ze4jw_3shatrug4dwezyxw	1	< 0.1%
c2sq-hldo-0yd03cxjjkow	1	< 0.1%
oqpecncikehim_ui3odffq	1	< 0.1%
coc39zc2aqgagjynfkrqpw	1	< 0.1%
qtzbwykt6w4bgl0mfjhahq	1	< 0.1%
ilodzfms25romox84nenbg	1	< 0.1%
d_f_an-xvfiq0o-9ezu3uw	1	< 0.1%
z1eog4jblqyqygw3gvgm4w	1	< 0.1%
cpn9iukhazjpxa69djg9vw	1	< 0.1%
cpo-mlpnko-k01vuhmauq	1	< 0.1%
Other values (2362332)	2362332	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
g	1367593	2.6%
Q	1366408	2.6%
w	1365278	2.6%
A	1364404	2.6%
P	777245	1.5%
G	776604	1.5%
z	776604	1.5%
3	776588	1.5%
I	776443	1.5%
h	776293	1.5%
Other values (54)	41848064	80.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
g	1367593	2.6%
Q	1366408	2.6%
w	1365278	2.6%
A	1364404	2.6%
P	777245	1.5%
G	776604	1.5%
z	776604	1.5%
3	776588	1.5%
I	776443	1.5%
h	776293	1.5%
Other values (54)	41848064	80.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
g	1367593	2.6%
Q	1366408	2.6%
w	1365278	2.6%
A	1364404	2.6%
P	777245	1.5%
G	776604	1.5%
z	776604	1.5%
3	776588	1.5%
I	776443	1.5%
h	776293	1.5%
Other values (54)	41848064	80.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
g	1367593	2.6%
Q	1366408	2.6%
w	1365278	2.6%
A	1364404	2.6%
P	777245	1.5%
G	776604	1.5%
z	776604	1.5%
3	776588	1.5%
I	776443	1.5%
h	776293	1.5%
Other values (54)	41848064	80.5%

user_id
Text

Distinct	947202
Distinct (%)	40.1%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	51971524
Distinct characters	64
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	606164 ?
Unique (%)	25.7%

Sample

1st row	5gRql5hu93bQegD9rPq6JQ
2nd row	PvujEckcOn9rrgUKUY14HQ
3rd row	Ervhagcf9qKzTQ2nFao-zA
4th row	Cq0j7hB0B3ebN7023BTXzw
5th row	2LbWXy28Uik7qhUoWU_bdg

Value	Count	Frequency (%)
bcwykql16ndpbdggh2kna	858	< 0.1%
g7zkl1wiwbbmd0kry_scw	657	< 0.1%
fr1hz2acab3oal3l6dykng	576	< 0.1%
1hm81n6n4ipifu5d2lokhw	538	< 0.1%
et8n-r7glwyqzhur6gcdnw	520	< 0.1%
byenop4buqepbjm1-bi3fa	513	< 0.1%
xw7zjagfr0wnvt6s_5kzfa	508	< 0.1%
vl12ehedt4owqgq0niqkzw	487	< 0.1%
ouodopbkf3aqfckuqenrdg	473	< 0.1%
pou3bbksiozfh50rxmnmew	457	< 0.1%
Other values (947192)	2356755	99.8%

Most occurring characters

Value	Count	Frequency (%)
Q	1372094	2.6%
g	1367011	2.6%
w	1363460	2.6%
A	1363208	2.6%
I	786213	1.5%
u	782445	1.5%
f	782271	1.5%
n	781551	1.5%
T	781469	1.5%
W	781118	1.5%
Other values (54)	41810684	80.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Q	1372094	2.6%
g	1367011	2.6%
w	1363460	2.6%
A	1363208	2.6%
I	786213	1.5%
u	782445	1.5%
f	782271	1.5%
n	781551	1.5%
T	781469	1.5%
W	781118	1.5%
Other values (54)	41810684	80.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Q	1372094	2.6%
g	1367011	2.6%
w	1363460	2.6%
A	1363208	2.6%
I	786213	1.5%
u	782445	1.5%
f	782271	1.5%
n	781551	1.5%
T	781469	1.5%
W	781118	1.5%
Other values (54)	41810684	80.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Q	1372094	2.6%
g	1367011	2.6%
w	1363460	2.6%
A	1363208	2.6%
I	786213	1.5%
u	782445	1.5%
f	782271	1.5%
n	781551	1.5%
T	781469	1.5%
W	781118	1.5%
Other values (54)	41810684	80.4%

business_id
Text

Distinct	52166
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	51971524
Distinct characters	64
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	614 ?
Unique (%)	< 0.1%

Sample

1st row	EsHSmxdLpBpU2bcN_V61zw
2nd row	6_T2xzR74JqGCTPefAD8Tw
3rd row	jhvAqQfSJjqTo3SVBidcEw
4th row	2KIDQyTh-HzLxOUEDqtDBg
5th row	ntiIq1FNqduOyyowMFGh5A

Value	Count	Frequency (%)
ab50qdwok0ddb6xorbitw	3808	0.2%
ac1aeyqs8z4_e2x5m3if2a	3714	0.2%
gxfmd0z4jevzbcsbpf4ctq	3069	0.1%
ytynqoub3hjkejfrj5tshw	2962	0.1%
isrtat9wngzb8jj2ykjuig	2693	0.1%
obnrlz4edhiscslbol8uaw	2646	0.1%
vqccl9pinl_wkgf-uf3fjg	2561	0.1%
c7qiqqc47aoev4pe3kong	2477	0.1%
gbtpc53zrg1zby3dt8mbcw	2332	0.1%
6a4gllfsgr-q6czxdlzbgq	2243	0.1%
Other values (52156)	2333837	98.8%

Most occurring characters

Value	Count	Frequency (%)
Q	1361873	2.6%
g	1360122	2.6%
A	1354903	2.6%
w	1354710	2.6%
6	803136	1.5%
b	800801	1.5%
E	800014	1.5%
B	798532	1.5%
V	796701	1.5%
9	794944	1.5%
Other values (54)	41745788	80.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
Q	1361873	2.6%
g	1360122	2.6%
A	1354903	2.6%
w	1354710	2.6%
6	803136	1.5%
b	800801	1.5%
E	800014	1.5%
B	798532	1.5%
V	796701	1.5%
9	794944	1.5%
Other values (54)	41745788	80.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
Q	1361873	2.6%
g	1360122	2.6%
A	1354903	2.6%
w	1354710	2.6%
6	803136	1.5%
b	800801	1.5%
E	800014	1.5%
B	798532	1.5%
V	796701	1.5%
9	794944	1.5%
Other values (54)	41745788	80.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	51971524	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
Q	1361873	2.6%
g	1360122	2.6%
A	1354903	2.6%
w	1354710	2.6%
6	803136	1.5%
b	800801	1.5%
E	800014	1.5%
B	798532	1.5%
V	796701	1.5%
9	794944	1.5%
Other values (54)	41745788	80.3%

stars_x
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

5	1040199
4	565065
1	283587
3	271236
2	202255

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2362342
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	3
3rd row	5
4th row	5
5th row	4

Common Values

Value	Count	Frequency (%)
5	1040199	44.0%
4	565065	23.9%
1	283587	12.0%
3	271236	11.5%
2	202255	8.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	1040199	44.0%
4	565065	23.9%
1	283587	12.0%
3	271236	11.5%
2	202255	8.6%

Most occurring characters

Value	Count	Frequency (%)
5	1040199	44.0%
4	565065	23.9%
1	283587	12.0%
3	271236	11.5%
2	202255	8.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2362342	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	1040199	44.0%
4	565065	23.9%
1	283587	12.0%
3	271236	11.5%
2	202255	8.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2362342	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	1040199	44.0%
4	565065	23.9%
1	283587	12.0%
3	271236	11.5%
2	202255	8.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2362342	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	1040199	44.0%
4	565065	23.9%
1	283587	12.0%
3	271236	11.5%
2	202255	8.6%

text
Text

Distinct	2359595
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

Length

Max length	5000
Median length	4671
Mean length	544.57616
Min length	1

Characters and Unicode

Total characters	1286475131
Distinct characters	2428
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2356919 ?
Unique (%)	99.8%

Sample

1st row	Ordered two combo dinner plates for my two little kids and Cali rolls for us to start with. I have to admit that was the worst combo ever, beef teriyaki tasted like pot roast and was very tough , it came with steamed vegetables instead of tempura , and carrots on the plate were dry and looked bad, kids ended up eating rice only, I don't mind paying $20 for a good bento box, but this was honestly terrible, so $40 for two bowls of rice for the children. Our Cali rolls were good but we didn't want to try anything else based on the disappointing experience with kids dinners. My cup of hot green tea arrived barely warm. It was out first time here, $60 bill and , and yes, deep fried bananas soaked in tons of honey for free, they were very friendly but just that will not bring us back.
2nd row	I thought Morimoto was just ok. Seafood was fresh. The service was very good as well as the ambience. It would of been nice to have a menu of specialty rolls just to have more variety from the mundane traditional rolls. So what I decided to do was order yellowtail jalapeño from the cold appetizer menu which was pretty good, and placed it on top of my shrimp tempura roll. I just think for someone who is an "iron chef", I expected more. I believe would go back but before going back to Morimoto I would like to try other Japanese restaurants first.
3rd row	Very clean kitchen. More so than most restaurants. Quality food at a fair price. Love their crab ragoons.
4th row	This is a delicious market with fresh food and made to order food!! Bakery selection, deli meats and cheese, it's all amazing!!! Pizzas ready to throw in the oven and wines ready to pair!!! Deliciousness around every corner in this big Italian market!!
5th row	Small bite: Satisfying noodle soup, splendid for those cold winter days. Came here on the trip to visit the brother. I had the house special noodle soup with beef, greens, cabbage, and hand drawn noodle. I've actually been to Lanzhou, the capital of Gansu province in China, and had the beef lamian (hand-pulled noodle), which is a specialty of that area. But the last time that I was in Lanzhou was 2009, so it's hard to compare. What I can tell you is that the noodle soup was hearty and tasty. The hand-pulled noodles have a distinctive chewiness, which melds well with the chunks of beef. I can definitely see myself coming here on a frigid February day. The decor is functional. I appreciate the number cards next to each table, for the waitstaff to know which table to attend. Other restaurants might keep this information behind the scenes, but this shop skips on such pretensions. Soundtrack: Autotuned Chinese pop.

Value	Count	Frequency (%)
the	12565730	5.3%
and	8538339	3.6%
a	6089419	2.6%
i	5683217	2.4%
to	5152933	2.2%
was	4796312	2.0%
of	3418938	1.4%
it	3116006	1.3%
is	2908194	1.2%
for	2778734	1.2%
Other values (864860)	181698341	76.7%

Most occurring characters

Value	Count	Frequency (%)
	236723090	18.4%
e	126848949	9.9%
t	86928548	6.8%
a	84060653	6.5%
o	73535653	5.7%
i	62104778	4.8%
s	60709826	4.7%
n	59498378	4.6%
r	58355701	4.5%
h	49096962	3.8%
Other values (2418)	388612593	30.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1286475131	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	236723090	18.4%
e	126848949	9.9%
t	86928548	6.8%
a	84060653	6.5%
o	73535653	5.7%
i	62104778	4.8%
s	60709826	4.7%
n	59498378	4.6%
r	58355701	4.5%
h	49096962	3.8%
Other values (2418)	388612593	30.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1286475131	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	236723090	18.4%
e	126848949	9.9%
t	86928548	6.8%
a	84060653	6.5%
o	73535653	5.7%
i	62104778	4.8%
s	60709826	4.7%
n	59498378	4.6%
r	58355701	4.5%
h	49096962	3.8%
Other values (2418)	388612593	30.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1286475131	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	236723090	18.4%
e	126848949	9.9%
t	86928548	6.8%
a	84060653	6.5%
o	73535653	5.7%
i	62104778	4.8%
s	60709826	4.7%
n	59498378	4.6%
r	58355701	4.5%
h	49096962	3.8%
Other values (2418)	388612593	30.2%

date
Date

Distinct	2350003
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

Minimum	2005-02-16 04:06:26
Maximum	2022-01-19 19:48:25

Histogram

Histogram with fixed size bins (bins=50)

name
Text

Distinct	36664
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

Length

Max length	64
Median length	54
Mean length	17.627972
Min length	2

Characters and Unicode

Total characters	41643299
Distinct characters	137
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	404 ?
Unique (%)	< 0.1%

Sample

1st row	Umai Japanese Restaurant
2nd row	Morimoto
3rd row	Egg Roll King
4th row	Mazzaro's Italian Market
5th row	Nan Zhou Hand Drawn Noodle House

Value	Count	Frequency (%)
	365158	5.3%
restaurant	197082	2.9%
the	174859	2.6%
cafe	138659	2.0%
bar	126543	1.8%
grill	124899	1.8%
pizza	98704	1.4%
house	86084	1.3%
and	63199	0.9%
kitchen	53684	0.8%
Other values (19851)	5414117	79.1%

Most occurring characters

Value	Count	Frequency (%)
	4486806	10.8%
a	3766157	9.0%
e	3600432	8.6%
i	2409535	5.8%
r	2338512	5.6%
o	2193556	5.3%
s	2094290	5.0%
n	2093731	5.0%
t	1819347	4.4%
l	1527979	3.7%
Other values (127)	15312954	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41643299	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	4486806	10.8%
a	3766157	9.0%
e	3600432	8.6%
i	2409535	5.8%
r	2338512	5.6%
o	2193556	5.3%
s	2094290	5.0%
n	2093731	5.0%
t	1819347	4.4%
l	1527979	3.7%
Other values (127)	15312954	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41643299	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	4486806	10.8%
a	3766157	9.0%
e	3600432	8.6%
i	2409535	5.8%
r	2338512	5.6%
o	2193556	5.3%
s	2094290	5.0%
n	2093731	5.0%
t	1819347	4.4%
l	1527979	3.7%
Other values (127)	15312954	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41643299	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	4486806	10.8%
a	3766157	9.0%
e	3600432	8.6%
i	2409535	5.8%
r	2338512	5.6%
o	2193556	5.3%
s	2094290	5.0%
n	2093731	5.0%
t	1819347	4.4%
l	1527979	3.7%
Other values (127)	15312954	36.8%

city
Text

Distinct	918
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

Length

Max length	52
Median length	25
Mean length	9.6298868
Min length	4

Characters and Unicode

Total characters	22749086
Distinct characters	59
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	Lansdale
2nd row	Philadelphia
3rd row	Indianapolis
4th row	Saint Petersburg
5th row	Philadelphia

Value	Count	Frequency (%)
philadelphia	343943	10.9%
new	250896	8.0%
orleans	238422	7.6%
nashville	163223	5.2%
tampa	153262	4.9%
indianapolis	125178	4.0%
tucson	124978	4.0%
louis	122004	3.9%
saint	121314	3.9%
reno	100426	3.2%
Other values (788)	1397633	44.5%

Most occurring characters

Value	Count	Frequency (%)
a	2765907	12.2%
e	2063425	9.1%
l	1897234	8.3%
i	1851789	8.1%
n	1526715	6.7%
s	1158813	5.1%
r	1136808	5.0%
o	1047972	4.6%
h	1024797	4.5%
	779374	3.4%
Other values (49)	7496252	33.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	22749086	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	2765907	12.2%
e	2063425	9.1%
l	1897234	8.3%
i	1851789	8.1%
n	1526715	6.7%
s	1158813	5.1%
r	1136808	5.0%
o	1047972	4.6%
h	1024797	4.5%
	779374	3.4%
Other values (49)	7496252	33.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	22749086	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	2765907	12.2%
e	2063425	9.1%
l	1897234	8.3%
i	1851789	8.1%
n	1526715	6.7%
s	1158813	5.1%
r	1136808	5.0%
o	1047972	4.6%
h	1024797	4.5%
	779374	3.4%
Other values (49)	7496252	33.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	22749086	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	2765907	12.2%
e	2063425	9.1%
l	1897234	8.3%
i	1851789	8.1%
n	1526715	6.7%
s	1158813	5.1%
r	1136808	5.0%
o	1047972	4.6%
h	1024797	4.5%
	779374	3.4%
Other values (49)	7496252	33.0%

state
Categorical

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

PA	549293
FL	396668
LA	279631
TN	217668
MO	176774
Other values (14)	742308

Length

Max length	3
Median length	2
Mean length	2.0000017
Min length	2

Characters and Unicode

Total characters	4724688
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PA
2nd row	PA
3rd row	IN
4th row	FL
5th row	PA

Common Values

Value	Count	Frequency (%)
PA	549293	23.3%
FL	396668	16.8%
LA	279631	11.8%
TN	217668	9.2%
MO	176774	7.5%
IN	167784	7.1%
AZ	133441	5.6%
NV	122108	5.2%
CA	105966	4.5%
NJ	85544	3.6%
Other values (9)	127465	5.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
pa	549293	23.3%
fl	396668	16.8%
la	279631	11.8%
tn	217668	9.2%
mo	176774	7.5%
in	167784	7.1%
az	133441	5.6%
nv	122108	5.2%
ca	105966	4.5%
nj	85544	3.6%
Other values (9)	127465	5.4%

Most occurring characters

Value	Count	Frequency (%)
A	1102700	23.3%
L	694813	14.7%
N	593121	12.6%
P	549293	11.6%
F	396668	8.4%
I	236421	5.0%
T	217671	4.6%
M	176781	3.7%
O	176780	3.7%
Z	133441	2.8%
Other values (9)	446999	9.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4724688	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
A	1102700	23.3%
L	694813	14.7%
N	593121	12.6%
P	549293	11.6%
F	396668	8.4%
I	236421	5.0%
T	217671	4.6%
M	176781	3.7%
O	176780	3.7%
Z	133441	2.8%
Other values (9)	446999	9.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4724688	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
A	1102700	23.3%
L	694813	14.7%
N	593121	12.6%
P	549293	11.6%
F	396668	8.4%
I	236421	5.0%
T	217671	4.6%
M	176781	3.7%
O	176780	3.7%
Z	133441	2.8%
Other values (9)	446999	9.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4724688	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
A	1102700	23.3%
L	694813	14.7%
N	593121	12.6%
P	549293	11.6%
F	396668	8.4%
I	236421	5.0%
T	217671	4.6%
M	176781	3.7%
O	176780	3.7%
Z	133441	2.8%
Other values (9)	446999	9.5%

stars_y
Real number (ℝ)

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.7926238

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.0 MiB

Quantile statistics

Minimum	1
5-th percentile	2.5
Q1	3.5
median	4
Q3	4
95-th percentile	4.5
Maximum	5
Range	4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.62617943
Coefficient of variation (CV)	0.16510454
Kurtosis	1.4029231
Mean	3.7926238
Median Absolute Deviation (MAD)	0.5
Skewness	-1.0416825
Sum	8959474.5
Variance	0.39210067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	917530	38.8%
3.5	529301	22.4%
4.5	506745	21.5%
3	220536	9.3%
2.5	100453	4.3%
2	41273	1.7%
5	26378	1.1%
1.5	18292	0.8%
1	1834	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1834	0.1%
1.5	18292	0.8%
2	41273	1.7%
2.5	100453	4.3%
3	220536	9.3%
3.5	529301	22.4%
4	917530	38.8%
4.5	506745	21.5%
5	26378	1.1%

Value	Count	Frequency (%)
5	26378	1.1%
4.5	506745	21.5%
4	917530	38.8%
3.5	529301	22.4%
3	220536	9.3%
2.5	100453	4.3%
2	41273	1.7%
1.5	18292	0.8%
1	1834	0.1%

review_count
Real number (ℝ)

Distinct	1132
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	493.02809

Minimum	5
Maximum	7568
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	36.0 MiB

Quantile statistics

Minimum	5
5-th percentile	22
Q1	90
median	221
Q3	508
95-th percentile	1984
Maximum	7568
Range	7563
Interquartile range (IQR)	418

Descriptive statistics

Standard deviation	850.75949
Coefficient of variation (CV)	1.7255802
Kurtosis	23.833053
Mean	493.02809
Median Absolute Deviation (MAD)	160
Skewness	4.3194681
Sum	1.164701 × 10⁹
Variance	723791.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34	8179	0.3%
41	8103	0.3%
54	8020	0.3%
19	7833	0.3%
29	7821	0.3%
38	7814	0.3%
24	7782	0.3%
25	7756	0.3%
46	7717	0.3%
32	7625	0.3%
Other values (1122)	2283692	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	5530	0.2%
6	5550	0.2%
7	6069	0.3%
8	6070	0.3%
9	6516	0.3%
10	6752	0.3%
11	6694	0.3%
12	7142	0.3%
13	7099	0.3%
14	7264	0.3%

Value	Count	Frequency (%)
7568	3808	0.2%
7400	3714	0.2%
6093	3069	0.1%
5721	2962	0.1%
5193	2646	0.1%
5185	2693	0.1%
5070	2561	0.1%
4876	2477	0.1%
4554	2332	0.1%
4421	2243	0.1%

categories
Text

Distinct	31643
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

Length

Max length	503
Median length	223
Mean length	65.453834
Min length	11

Characters and Unicode

Total characters	154624341
Distinct characters	58
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	291 ?
Unique (%)	< 0.1%

Sample

1st row	Sushi Bars, Japanese, Restaurants
2nd row	Japanese, American (Traditional), American (New), Restaurants, Sushi Bars, Asian Fusion
3rd row	Chinese, Restaurants, Food, Specialty Food
4th row	Specialty Food, Delis, Coffee Roasteries, Butcher, Meat Shops, Food, Restaurants, Grocery, Italian
5th row	Specialty Food, Noodles, Ethnic Food, Chinese, Comfort Food, Restaurants, Food

Value	Count	Frequency (%)
restaurants	2364302	12.7%
bars	1214768	6.5%
	1207058	6.5%
food	1137791	6.1%
american	1042266	5.6%
nightlife	686060	3.7%
traditional	505721	2.7%
new	505431	2.7%
breakfast	435765	2.3%
brunch	433642	2.3%
Other values (830)	9097358	48.8%

Most occurring characters

Value	Count	Frequency (%)
	16267820	10.5%
a	14685389	9.5%
e	13370475	8.6%
s	10983002	7.1%
,	10683827	6.9%
r	9475019	6.1%
t	9325064	6.0%
n	8754649	5.7%
i	7693411	5.0%
o	5620123	3.6%
Other values (48)	47765562	30.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	154624341	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	16267820	10.5%
a	14685389	9.5%
e	13370475	8.6%
s	10983002	7.1%
,	10683827	6.9%
r	9475019	6.1%
t	9325064	6.0%
n	8754649	5.7%
i	7693411	5.0%
o	5620123	3.6%
Other values (48)	47765562	30.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	154624341	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	16267820	10.5%
a	14685389	9.5%
e	13370475	8.6%
s	10983002	7.1%
,	10683827	6.9%
r	9475019	6.1%
t	9325064	6.0%
n	8754649	5.7%
i	7693411	5.0%
o	5620123	3.6%
Other values (48)	47765562	30.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	154624341	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	16267820	10.5%
a	14685389	9.5%
e	13370475	8.6%
s	10983002	7.1%
,	10683827	6.9%
r	9475019	6.1%
t	9325064	6.0%
n	8754649	5.7%
i	7693411	5.0%
o	5620123	3.6%
Other values (48)	47765562	30.9%

stars_y
review_count

review_count
stars_y

review_count
stars_y

Auto

Heatmap
Table

	review_count	stars_x	stars_y	state
review_count	1.000	0.045	0.292	0.137
stars_x	0.045	1.000	0.231	0.041
stars_y	0.292	0.231	1.000	0.056
state	0.137	0.041	0.056	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	review_id	user_id	business_id	stars_x	text	date	name	city	state	stars_y	review_count	categories
2459551	OQPeCnCIkeHIM_UI3oDFFQ	5gRql5hu93bQegD9rPq6JQ	EsHSmxdLpBpU2bcN_V61zw	2	Ordered two combo dinner plates for my two little kids and Cali rolls for us to start with. I have to admit that was the worst combo ever, beef teriyaki tasted like pot roast and was very tough , it came with steamed vegetables instead of tempura , and carrots on the plate were dry and looked bad, kids ended up eating rice only, I don't mind paying $20 for a good bento box, but this was honestly terrible, so $40 for two bowls of rice for the children. Our Cali rolls were good but we didn't want to try anything else based on the disappointing experience with kids dinners. My cup of hot green tea arrived barely warm. It was out first time here, $60 bill and , and yes, deep fried bananas soaked in tons of honey for free, they were very friendly but just that will not bring us back.	2012-08-25 01:39:53	Umai Japanese Restaurant	Lansdale	PA	4.5	219	Sushi Bars, Japanese, Restaurants
2519170	cOc39ZC2AQGaGJyNfKRqPw	PvujEckcOn9rrgUKUY14HQ	6_T2xzR74JqGCTPefAD8Tw	3	I thought Morimoto was just ok. Seafood was fresh. The service was very good as well as the ambience. It would of been nice to have a menu of specialty rolls just to have more variety from the mundane traditional rolls. So what I decided to do was order yellowtail jalapeño from the cold appetizer menu which was pretty good, and placed it on top of my shrimp tempura roll. I just think for someone who is an "iron chef", I expected more. I believe would go back but before going back to Morimoto I would like to try other Japanese restaurants first.	2017-06-03 18:48:15	Morimoto	Philadelphia	PA	4.5	1914	Japanese, American (Traditional), American (New), Restaurants, Sushi Bars, Asian Fusion
2979996	QtzBWykt6W4bGl0MfjhAHQ	Ervhagcf9qKzTQ2nFao-zA	jhvAqQfSJjqTo3SVBidcEw	5	Very clean kitchen. More so than most restaurants. Quality food at a fair price. Love their crab ragoons.	2018-05-02 23:20:05	Egg Roll King	Indianapolis	IN	3.5	17	Chinese, Restaurants, Food, Specialty Food
193893	ilodZfmS25rOMoX84nENBg	Cq0j7hB0B3ebN7023BTXzw	2KIDQyTh-HzLxOUEDqtDBg	5	This is a delicious market with fresh food and made to order food!! Bakery selection, deli meats and cheese, it's all amazing!!! Pizzas ready to throw in the oven and wines ready to pair!!! Deliciousness around every corner in this big Italian market!!	2018-06-04 18:20:46	Mazzaro's Italian Market	Saint Petersburg	FL	4.5	1551	Specialty Food, Delis, Coffee Roasteries, Butcher, Meat Shops, Food, Restaurants, Grocery, Italian
3622658	Zd7fBocxfnD8ANd6dUEx8w	2LbWXy28Uik7qhUoWU_bdg	ntiIq1FNqduOyyowMFGh5A	4	Small bite: Satisfying noodle soup, splendid for those cold winter days.\n\nCame here on the trip to visit the brother. I had the house special noodle soup with beef, greens, cabbage, and hand drawn noodle.\n\nI've actually been to Lanzhou, the capital of Gansu province in China, and had the beef lamian (hand-pulled noodle), which is a specialty of that area. But the last time that I was in Lanzhou was 2009, so it's hard to compare.\n\nWhat I can tell you is that the noodle soup was hearty and tasty. The hand-pulled noodles have a distinctive chewiness, which melds well with the chunks of beef. I can definitely see myself coming here on a frigid February day.\n\nThe decor is functional. I appreciate the number cards next to each table, for the waitstaff to know which table to attend. Other restaurants might keep this information behind the scenes, but this shop skips on such pretensions.\n\nSoundtrack: Autotuned Chinese pop.	2017-05-20 05:38:33	Nan Zhou Hand Drawn Noodle House	Philadelphia	PA	4.0	2188	Specialty Food, Noodles, Ethnic Food, Chinese, Comfort Food, Restaurants, Food
490496	JIzjJ5UWYkYvwC6VvCJM5A	_L8hgWYS4Ma0PCswu99CfQ	L8rhRyXtpq2nCE0il1KN_g	1	I ordered a hot chocolate and it tasted like hot water sprinkled with coco powder. I don't know how you mess up powder hot chocolate! I had 1 sip and threw it away	2015-05-12 19:25:36	Coral Tree Cafe	Santa Barbara	CA	3.0	28	Cafes, Burgers, Sandwiches, Restaurants
4445201	ZE4JW_3shaTrug4dweZyxw	_R8QOI97rsk_P9gZQFkcZg	jGIRx6Ium6U69owDUB4phQ	5	Delicious!!!! Love the traditional Bahn Mi. Got them to go and had the veggie on the side so the bread stays crispy. The sandwich was wrapped in wax paper (similar to your kitchen's wax paper) except this was printed to look like newspaper. No ink came off when I wetted the wax paper. The light bulb tea is a nice gimmick (you get to keep it as a souvenir) and when I got them to go, there's a seal on top which kept the liquid from spilling. Will be back to try other flavors (Bahn Mi & tea) and will be asking for the loyalty card.	2017-07-14 22:48:39	Tu's Tea & Banh Mi South Philly	Philadelphia	PA	4.0	71	Restaurants, Bubble Tea, Bakeries, Food, Noodles, Sandwiches, Vietnamese
4256387	ETUO6lAeVh7KyMkBNzT5tg	hopT7mTV-o_JtcLmr2fITQ	V0SHmvYtXqdv8-AsqshV6w	4	Great spot for getting together with friends. We had the Betty Burger, spicy chicken sandwich and the Cobb salad. We finished with the chocolate cake for dessert. Everything was delicious . They also have a good selection of beers.	2018-02-11 03:37:25	Smokin Bettys	Philadelphia	PA	3.5	796	Nightlife, Bars, American (New), Barbeque, Restaurants
3398691	aBuXfj6tmqfDIIf25Oz6sA	OST0JZEIsWWvgjYBS1jP_w	2D-8pjS2NB9ut8AIUFEu2w	4	This is a fun night out and I highly recommend it if you have your expectations in check. There are various reviews on here slamming the food and service. If you are wondering if it can be that bad. Yep, it is. Tasteless burgers, lumpy; lukewarm queso sauce, times of intense thirst because your order just never comes, you get the gist. The food is on par with "gas station gourmet". If you're wondering how they can find you once the theater goes dark well...they can't. No less than four times. we were approached read: interrupted by red (maroon?) shirts trying to find who ordered the barbecue wings, margarita, etc.-we had not. But yet they never found us to deliver our popcorn and beverages. The waitstaff (white shirts) answer the buzzers and take your orders, the red shirts are apparently the runners. The red shirt team needs some work-or at least they are a convenient scapegoat for the white shirts. \n\nSo again, dial down your expectations, eat before you go and enjoy this for what it is, a really comfy theater that serves booze and stick to the dessert, appetizers or popcorn. Oh and arrive at least 30 minutes early as recommended, your hopes of getting decent service go down exponentially after the movie starts. I'm not sure why management doesn't improve the food/service, they could really have a winner.	2015-03-22 13:07:30	Movie Tavern Collegeville	Collegeville	PA	3.5	430	Cinema, Fast Food, Restaurants, Arts & Entertainment, American (New)
1855631	Tn0xCepAcU6KG0WzeZ3f0A	geFBBS--O8vg_tPhSSKlyw	irRj3rHVakROLZRSTH8MTQ	1	Wow 2hrs waiting for delivery food still not here. Dont order a delivery on a friday night. We have been regular customers for a long time . Very dissapointed.	2015-02-07 01:35:53	Ocean Asian Cuisine	Sewell	NJ	3.5	78	Thai, Restaurants, Asian Fusion, Japanese

	review_id	user_id	business_id	stars_x	text	date	name	city	state	stars_y	review_count	categories
1369723	VMfG9vLTzopd261mi1xb8Q	J7MC2wPN5IX2HXODhtGN9A	VQcCL9PiNL_wkGf-uF3fjg	5	Food was wonderful. Fried shrimp platter on a bed of fries & hush puppies were hot & crispy with a ton of flavor. Shrimp pasta with red sauce had soooo much flavor. We wanted to slurp the leftover sauce right out of bowl. Cajun red bean & rice with added buttermilk fried chicken breast strips was a perfect melody of flavor. It had a hint of spice from sausage but not too much. The staff was AMAZING. Very friendly, there when you needed them. The best part was the manager. He was awesome!! Very friendly, went out of way to explain to my son what a hush puppy was. He gave great advice on places to go while in New Orleans. He accidentally gave us a wrong dish. We had no idea, we think it was probably better then what we originally ordered & he still took it of the bill. The manager treated us like he owned the restaurant, so devoted, true to his career & love for food. I recommend you check in early for balcony seating. If there is a long wait, you could window shop close to restaurant. With Covid, the French Corridors are pretty empty, but balcony was an hour wait. Balcony will give you the real feel of how quaint & beautiful the French quarters are.	2020-07-28 15:52:25	Royal House	New Orleans	LA	4.0	5070	American (New), Restaurants, Sandwiches, Seafood, Cajun/Creole
3352036	Z-Lk6CPpQekHKc46XvXalA	VtuEzOt1dzY9AM4lcih7Zg	ZhA88ILcgEP9DNwZDx7f0A	4	This place was so much fun! I had never been to a place like it before. Although it was crazy crowded on a Saturday night, it had an awesome vibe with different live bands on every floor. Definitely a place I would love to go to again next time I'm in Nashville.	2013-10-28 03:12:27	Honky Tonk Central	Nashville	TN	3.5	647	Hotels & Travel, Pubs, Bars, Nightlife, Restaurants, American (Traditional), Music Venues, Southern, Arts & Entertainment, Chicken Wings
4133886	LLPVwLZcUOmpEVBwEMsCtQ	pJWK3udsDI4K1MIAPgNfcg	aFLM_Vow8OMcMK3NJWJ8pQ	3	Didn't receive biscuits with bucket meal. And they shorted me 3 chocolate chip cookies.	2020-11-05 22:47:33	KFC	Philadelphia	PA	2.0	16	Chicken Wings, Restaurants, Fast Food, Chicken Shop
3640819	d3rR8SxiKcR7R7M-rY4KvQ	WaX5rCOD6UFIPHALwugTHw	4Do_B7sfhfsn4TQV1h0psg	4	The food I had was on-par with other quality restaurants in the area. Philadelphia Chinatown is starting to lose many of its authentic food places, so it's nice to see a place like this come up where they have exquisite décor and a VIP style karaoke lounge, with several other rooms. The pricing is a bit higher than other places. You are basically paying extra for the ambiance and the excellent English translations in the menu so that you know what you are getting. \n\nIt gets 4 stars instead of 5 mainly because of price, but also because the food didn't wow me. I would still go back though!\n\nThe review about the water glasses being "too small", if you want more water, they will give you more water. A lot of people tend to waste water in bigger glasses anyway, and sometimes places pour you more water even if you ask them not to! So why the big fuss over smaller glasses? I think the amount is still reasonable even though maybe not plentiful, but it's not like that's all you get for water either.	2016-08-01 14:01:18	Canton 11	Philadelphia	PA	3.5	100	Restaurants, Food, Dim Sum, Cantonese, Szechuan, Bars, Cocktail Bars, Nightlife, Karaoke, Food Delivery Services, Chinese, Sushi Bars
3628410	D0hfpc9tA-9PIW34bTXJEw	bkwbO0SvQzVAgrT_zH3MOA	zcPCPkaTp46iJxwMv0LjVw	5	Yep. Gave it five stars. The experience from the start was excellent. So many good choices to pick from on the menu means everyone will find something they like. Even with the side dishes you get to ample choices. The food was delish. It wasn't dry. The flavor so good I didn't think you even needed bbq sauce. The guys at the counter we friendly. You can tell they are working hard and are putting together a great meal. Went here on a whim since I am from out of town and I can honestly say since I've been in Reno this is hands down the best food I've had. Thanks guys. You nailed it!	2019-06-29 19:29:16	Butcher's Kitchen CHAR-B-QUE	Reno	NV	4.5	543	Gastropubs, Bars, Burgers, Salad, Restaurants, Sandwiches, Wine Bars, Nightlife, Barbeque
3197179	_v5la5Z7NQQn6XfuPSQAFA	YEkIueEvWjQU4FG3e0g99g	E7ERTbnPXmdh4sGrHg5LRQ	2	Every time we order through DoorDash our order is missing the ranch. This is at least the third time it has happened. Since you are not face to face with the customer, and the customer has no way to double check the bag, you would hope that the order is correct when you send it out the door.	2020-12-29 19:25:13	Wingstop	Reno	NV	3.0	16	Restaurants, Chicken Wings
2615868	s0O_yiDCEiLlufoHrxjmFA	6TAa3ViO9EcAznbWza0aPw	RtsxLNG5ta65Gatr09cnPg	5	I can update my review now that we've been for dinner. OMG this place is absolutely amazing. The food is fantastic and the service is great! The menu choices are numerous so I will undoubtedly be going back to try other things! \n\nWhat we got:\nWe started with the french pate. Duck and Pork. Served with a small salad, cornichons, dijon mustard and fresh baguette. Delicious! The table near us got the traditional Alsatian flatbread, which I'm definitely getting the next time.\n\nMains:\nI got the chicken mustard and my husband got the steak au puoive. Both we delicious. Again, we were sitting near the kitchen so saw some amazing dishes go out. They have a dish resembling a chicken schnitzel and the Osso Bucco looked divine! And the savory crepes? Like I said, we are definitely going back!\n\nThey have a few choices of wine - by the bottle or by the glass. They are very reasonably prices and very good! Dessert we went with chocolate mousse to finish the wine with. One of the best mousses I've had in a long time.\n\nAgain, we are keeping this on our go to list and are looking forward to going back!	2018-07-12 15:00:21	Alsace french bistro	Tierra Verde	FL	4.5	113	French, Brasseries, Food, Restaurants, Coffee & Tea, Diners, Breakfast & Brunch
1955222	EgSdGKHdun5EQ8R6c4CxoA	HH2BKGc0LJNXaQnAEt7Jew	QtUn-vphzwt_cOQVkDlyow	5	Tried this place based on a friends recommendation. Great Food, good portions, and reasonable prices. As everyone mentions, you would not expect such a nice restaurant in the middle of this little dingy strip mall in Deptford. Very nice inside, casual but nicely decorated. Food is the best Tai food we have found in South Jersey. No need to go the Philly for good Tai Cuisine. Menu has photos of the dishes and the presentation of each dish is wonderful. New Favorite restaurant. Do not know how anyone could give this restaurant a bad review unless they are the competition and are trying to scare people away!!! Try this place, you won't be disappointed.	2018-09-05 21:08:33	Pinto Thong Thai Cuisine	Deptford	NJ	4.5	131	Thai, Salad, Gluten-Free, Restaurants, Noodles
227652	NpnPNok9VlQFuwEiLhP_lA	xfWfe8_0aTnbkr_w1E55dg	7hsCR9k_GND2QoQyVkITBg	4	Nice place to chilling with family. The food is great, but the service is not that friendly.	2019-12-22 00:36:29	Pho Voorhees	Voorhees	NJ	4.5	132	Bubble Tea, Soup, Restaurants, Vietnamese, Food
4091691	C2sq-HlDO-0YD03cXjJKOw	7sxG7coheaKqmAvE0unzvA	xV-GAlJLV-vNUpUGSkg77Q	1	I ordered a sandwich, half salad, and half soup. They stuffed it all in this bag that was obviously too small. I quickly checked everything to ensure that it was all and noticed I didn't have chips. I told the lady behind the counter and she kept swearing that they were in the bottom of the bag- which they weren't. Also, I paid for extra apple chips in my salad and received a smaller than normal portion.	2019-06-19 19:39:23	Panera Bread	Jenkintown	PA	2.5	85	Sandwiches, Restaurants, Soup, Breakfast & Brunch, Bagels, Food, Salad, Bakeries, American (New)

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